000 | 15687cam a2200349Mi 4500 | ||
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001 | on1141205054 | ||
003 | OCoLC | ||
005 | 20210720163917.0 | ||
007 | t | ||
008 | 200110s2018 enka b 001 0 eng d | ||
020 |
_a9781119585596 _q(paperback) |
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020 | _a1119585597 | ||
035 | _a(OCoLC)1141205054 | ||
040 |
_aT9K _beng _erda _cT9K _dOCLCO _dOCLCF |
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082 |
_a519.502462 _bMON |
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100 | 1 |
_aMontgomery, Douglas C., _eauthor. |
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245 | 1 | 0 | _aApplied statistics and probability for engineers / |
250 | _aSeventh edition, EMEA edition. | ||
260 |
_aHoboken, N. J. : _bJohn Wiley and Sons, Inc., _c2018. |
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300 |
_axvi, 429 pages : _billustrations ; _c26 cm. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_aunmediated _bn _2rdamedia |
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338 |
_avolume _bnc _2rdacarrier |
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504 | _aIncludes bibliographical references and index. | ||
505 | 0 | 0 |
_g1 _tThe Role of Statistics in Engineering, p.1 -- _g1.1 _tThe Engineering Method and Statistical Thinking, p.2 -- _g1.1.1 _tVariability, p.3 -- _g1.1.2 _tPopulations and Samples, p.5 -- _g1.2 _tCollecting Engineering Data, p.5 -- _g1.2.1 _tBasic Principles, p.5 -- _g1.2.2 _tRetrospective Study 5 -- _g1.2.3 _tObservational Study, p.6 -- _g1.2.4 _tDesigned Experiments, p.6 -- _g1.2.5 _tObserving Processes Over Time, p.9 -- _g1.3 _tMechanistic and Empirical Models, p.12 -- _g1.4 _tProbability and Probability Models, p.15 -- _g2 Probabilit, p.17 -- _g2.1 _tSample Spaces and Events, p.18 -- _g2.1.1 _tRandom Experiments, p.18 -- _g2.1.2 _tSample Spaces, p.19 -- _g2.1.3 _tEvents, p.21 -- _g2.2 _tCounting Techniques, p.23 -- _g2.3 _tInterpretations and Axioms of Probability, p.26 -- _g2.4 _tUnions of Events and Addition Rules, p.29 -- _g2.5 _tConditional Probability, p.31 -- _g2.6 _tIntersections of Events and Multiplication and Total Probability Rules, p.34 -- _g2.7 _tIndependence, p.36 -- _g2.8 _tBayes{u2019} Theorem, p.39 -- _g2.9 _tRandom Variables, p.40 -- _g3 _tDiscrete Random Variables and Probability Distributions, p.42 -- _g3.1 _tProbability Distributions and Probability Mass Functions, p.43 -- _g3.2 _tCumulative Distribution Functions, p.45 _g3.3 _tMean and Variance of a Discrete Random Variable, p.47 _g3.4 _tDiscrete Uniform Distribution, p.49 -- _g3.5 _tBinomial Distribution, p.51 -- _g3.6 _tGeometric and Negative Binomial Distributions, p.55 -- _g3.7 _tHypergeometric Distribution, p.59 -- _g3.8 _tPoisson Distribution, p.63 -- _g4 _tContinuous Random Variables and Probability Distributions, p.66 -- _g4.1 _tProbability Distributions and Probability Density Functions, p.67 -- _g4.2 _tCumulative Distribution Functions, p.70 -- _g4.3 _tMean and Variance of a Continuous Random Variable, p.71 -- _g4.4 _tContinuous Uniform Distribution, p.72 -- _g4.5 _tNormal Distribution, p.73 -- _g4.6 _tNormal Approximation to the Binomial and Poisson Distributions, p.79 -- _g4.7 _tExponential Distribution, p.83 -- _g4.8 _tErlang and Gamma Distributions, p.86 -- _g4.9 _tWeibull Distribution, p.89 -- _g4.10 _tLognormal Distribution, p.90 -- _g4.11 _tBeta Distribution, p.92 -- _g5 _tJoint Probability Distributions, p.95 -- _g5.1 _tJoint Probability Distributions for Two Random Variables, p.96 -- _g5.2 _tConditional Probability Distributions and Independence, p.102 -- _g5.3 _tJoint Probability Distributions for More Than Two Random Variables, p.107 -- _g5.4 _tCovariance and Correlation, p.110 -- _g5.5 _tCommon Joint Distributions, p.113 -- _g5.5.1 _tMultinomial Probability Distribution, p.113 -- _g5.5.2 _tBivariate Normal Distribution, p.115 -- _g5.6 _tLinear Functions of Random Variables, p.117 -- _g5.7 _tGeneral Functions of Random Variables, p.120 -- _g5.8 _tMoment-Generating Functions, p.121 -- _g6 _tDescriptive Statistics, p.126 -- _g6.1 _tNumerical Summaries of Data, p.127 -- _g6.2 _tStem-and-Leaf Diagrams, p.131 -- _g6.3 _tFrequency Distributions and Histograms, p.135 -- _g6.4 _tBox Plots, p.139 -- _g6.5 _tTime Sequence Plots, p.140 -- _g6.6 _tScatter Diagrams, p.142 -- _g6.7 _tProbability Plots, p.144 -- _g7 _tPoint Estimation of Parameters and Sampling Distributions, p.148 -- _g8.6 _tBootstrap Confidence Interval, p.189 -- _g8.7 _tTolerance and Prediction Intervals, p.189 -- _g8.7.1 _tPrediction Interval for a Future Observation, p.189 -- _g8.7.2 _tTolerance Interval for a Normal Distribution, p.191 -- _g9 _tTests of Hypotheses for a Single Sample, p.193 -- _g7.1 _tPoint Estimation, p.149 _g7.2 _tSampling Distributions and the Central Limit Theorem, p.150 _g7.3 _tGeneral Concepts of Point Estimation, p.156 _g7.3.1 _tUnbiased Estimators, p.156 _g7.3.2 _tVariance of a Point Estimator, p.157 -- _g7.3.3 _tStandard Error: Reporting a Point Estimate, p.158 -- _g7.3.4 _tBootstrap Standard Error, p.159 -- _g7.3.5 -- _tMean Squared Error of an Estimator, p.160 -- _g7.4 _tMethods of Point Estimation, p.161 -- _g7.4.1 _tMethod of Moments, p.162 -- _g7.4.2 _tMethod of Maximum Likelihood, p.163 -- _g7.4.3 _tBayesian Estimation of Parameters, p.167 -- _g8 _tStatistical Intervals for a Single Sample, p.170 -- _g8.1 _tConfidence Interval on the Mean of a Normal Distribution, Variance Known, p.172 -- _g8.1.1 _tDevelopment of the Confidence Interval and Its Basic Properties, p.172 -- _g8.1.2 _tChoice of Sample Size, p.175 -- _g8.1.3 _tOne-Sided Confidence Bounds, p.176 -- _g8.1.4 _tGeneral Method to Derive a Confidence Interval, p.176 -- _g8.1.5 _tLarge-Sample Confidence Interval for p, p.177 -- _g8.2 _tConfidence Interval on the Mean of a Normal Distribution, Variance Unknown, p.179 -- _g8.2.1 _tt Distribution, p.180 -- _g8.2.2 _tt Confidence Interval on p, p.181 -- _g8.3 _tConfidence Interval on the Variance and Standard Deviation of a Normal Distribution, p.182 -- _g8.4 _tLarge-Sample Confidence Interval for a Population Proportion, p.185 -- _g8.5 _tGuidelines for Constructing Confidence Intervals, p.188 -- _g8.6 _tBootstrap Confidence Interval, p.189 -- _g8.7 _tTolerance and Prediction Intervals, p.189 -- _g8.7.1 _tPrediction Interval for a Future Observation, p.189 -- _g8.7.2 _tTolerance Interval for a Normal Distribution, p.191 -- _g9 _tTests of Hypotheses for a Single Sample, p.193 -- _g9.1 _tHypothesis Testing, p.194 -- _g9.1.1 _tStatistical Hypotheses, p.194 -- _g9.1.2 _tTests of Statistical Hypotheses, p.196 -- _g9.1.3 _tOne-Sided and Two-Sided Hypotheses, p.202 -- _g9.1.4 _tP-Values in Hypothesis Tests, p.203 -- _g9.1.5 _tConnection between Hypothesis Tests and Confidence Intervals, p.206 -- _g9.1.6 _tGeneral Procedure for Hypothesis Tests, p.206 -- _g9.2 _tTests on the Mean of a Normal Distribution, Variance Known, p.208 -- _g9.2.1 _tHypothesis Tests on the Mean, p.208 -- _g9.2.2 _tType II Error and Choice of Sample Size, p.211 -- _g9.2.3 _tLarge-Sample Test, p.215 -- _g9.3 _tTests on the Mean of a Normal Distribution, Variance Unknown, p.215 -- _g9.3.1 _tHypothesis Tests on the Mean, p.215 -- _g9.3.2 _tType ll Error and Choice of Sample Size, p.220 -- _g9.4 _tTests on the Variance and Standard Deviation of a Normal Distribution, p.222 -- _g9.4.1 _tHypothesis Tests on the Variance, p.222 -- _g9.4.2 _tType II Error and Choice of Sample Size, p.224 -- _g9.5 _tTests on a Population Proportion, p.225 -- _g9.5.1 _tLarge-Sample Tests on a Proportion, p.225 -- _g9.5.2 _tType II Error and Choice of Sample Size, p.227 -- _g9.6 _tSummary Table of Inference Procedures for a Single Sample, p.229 -- _g9.7 _tTesting for Goodness of Fit, p.229 -- _g9.8 _tContingency Table Tests, p.232 -- _g9.9 _tNonparametric Procedures, p.234 -- _g9.9.1 _tThe Sign Test, p.235 -- _g9.9.2 _tThe Wilcoxon Signed-Rank Test, p.239 -- _g9.9.3 _tComparison to the t-Test, p.240 -- _g9.10 _tEquivalence Testing, p.240 -- _g9.11 _tCombining P-Values, p.242 -- _g10 _tStatistical Inference for Two Samples, p.244 -- _g10.1 _tInference on the Difference in Means of Two Normal Distributions, Variances Known, p.245 -- _g10.1.1 _tHypothesis Tests on the Difference in Means, Variances Known, p.247 -- _g10.1.2 _tType II Error and Choice of Sample Size, p.249 -- _g10.1.3 _tConfidence Interval on the Difference in Means, Variances Known, p.251 -- _g10.2 _tInference on the Difference in Means of Two Normal Distributions, Variances Unknown, p.253 -- _g10.2.1 _tHypotheses Tests on the Difference in Means, Variances Unknown, p.253 -- _g10.2.2 _tType II Error and Choice of Sample Size, p.259 -- _g10.2.3 _tConfidence Interval on the Difference in Means, Variances Unknown, p.260 -- _g10.3 _tA Nonparametric Test for the Difference in Two Means, p.261 -- _g10.3.1 _tDescription of the Wilcoxon Rank-Sum Test, p.262 -- _g10.3.2 _tLarge-Sample Approximation, p.263 -- _g10.3.3 _tComparison to the f-Test, p.264 -- _g10.4 _tPaired t-Test, p.264 -- _g10.5 _tInference on the Variances of Two Normal Distributions, p.268 -- _g10.5.1 _tF Distribution, p.268 -- _g10.5.2 _tHypothesis Tests on the Equity of Two Variances, p.270 -- _g10.5.3 _tType II Error and Choice of Sample Size, p.272 -- _g10.5.4 _tConfidence Interval on the Ratio of Two Variances, p.273 -- _g10.6 _tInference on Two Population Proportions, p.273 -- _g10.6.1 _tLarge-Sample Tests on the Difference in Population Proportions, p.274 -- _g10.6.2 _tType II Error and Choice of Sample Size, p.276 -- _g10.6.3 _tConfidence Interval on the Difference in Population Proportions, p.277 -- _g10.7 _tSummary Table and Road Map for Inference Procedures for Two Samples, p.278 -- _g11 _tSimple Linear Regression and Correlation, p.280 -- _g11.1 _tEmpirical Models, p.281 -- _g11.2 _tSimple Linear Regression, p.284 -- _g11.3 _tProperties of the Least Squares Estimators, p.288 -- _g11.4 _tHypothesis Tests in Simple Linear Regression, p.288 -- _g11.4.1 _tUseoft-Tests, p.289 -- _g11.4.2 _tAnalysis of Variance Approach to Test Significance of Regression, p.291 -- _g11.5 _tConfidence Intervals, p.292 -- _g11.5.1 _tConfidence Intervals on the Slope and Intercept, p.292 -- _g11.5.2 _tConfidence Interval on the Mean Response, p.293 -- _g11.6 _tPrediction of New Observations, p.295 -- _g11.7 _tAdequacy of the Regression Model, p.296 -- _g11.7.1 _tResidual Analysis, p.296 -- _g11.7.2 _tCoefficient of Determination [R2), p.298 -- _g11.8 _tCorrelation, p.299 -- _g11.9 _tRegression on Transformed Variables, p.303 -- _g11.10 _tLogistic Regression, p.305 |
505 | 0 | 0 |
_g12 _tMultiple Linear Regression, p.310 -- _g12.1 _tMultiple Linear Regression Model, p.311 -- _g12.1.1 _tIntroduction, p.311 _g12.1.2 _tLeast Squares Estimation of the Parameters, p.314 -- _g12.1.3 _tMatrix Approach to Multiple Linear Regression, p.316 -- _g12.1.4 _tProperties of the Least Squares Estimators, p.321 -- _g12.2 _tHypothesis Tests in Multiple Linear Regression, p.322 -- _g12.2.1 _tTest for Significance of Regression, p.322 -- _g12.2.2 _tTests on Individual Regression Coefficients and Subsets of Coefficients, p.325 -- _g12.3 _tConfidence Intervals in Multiple Linear Regression, p.329 -- _g12.3.1 _tConfidence Intervals on Individual Regression Coefficients, p.329 -- _g12.3.2 _tConfidence Interval on the Mean Response, p.330 -- _g12.4 _tPrediction of New Observations, p.331 -- _g12.5 _tModel Adequacy Checking, p.333 -- _g12.5.1 _tResidual Analysis, p.333 -- _g12.5.2 _tInfluential Observations, p.335 -- _g12.6 _tAspects of Multiple Regression Modeling, p.337 -- _g12.6.1 _tPolynomial Regression Models, p.337 -- _g12.6.2 _tCategorical Regressors and Indicator Variables, p.339 -- _g12.6.3 _tSelection of Variables and Model Building, p.341 -- _g12.6.4 _tMulticollinearity, p.349 -- _g13 _tDesign and Analysis of Single-Factor Experiments: The Analysis of Variance, p.351 -- _g13.1 _tDesigning Engineering Experiments, p.352 -- _g13.2 _tCompletely Randomized Single-Factor Experiment, p.353 -- _g13.2.1 _tExample: Tensile Strength, p.353 -- _g13.2.2 _tAnalysis of Variance, p.354 -- _g13.2.3 _tMultiple Comparisons Following theANOVA, p.359 -- _g13.2.4 _tResidual Analysis and Model Checking, p.361 _g13.2.5 _tDetermining Sample Size, p.363 -- _g13.3 _tThe Random-Effects Model, p.365 -- _g13.3.1 _tFixed Versus Random Factors, p.365 -- _g13.3.2 _tANOVA and Variance Components, p.365 -- _g13.4 _tRandomized Complete Block Design, p.368 -- _g13.4.1 _tDesign and Statistical Analysis, p.368 -- _g13.4.2 _tMultiple Comparisons, p.372 -- _g13.4.3 _tResidual Analysis and Model Checking, p.373 -- _g15.2.3 _tRational Subgroups, p.441 -- _g15.2.4 _tAnalysis of Patterns on Control Charts, p.442 -- _g15.3 _tX and/? or S Control Charts, p.444 -- _g15.4 _tControl Charts for Individual Measurements, p.450 -- _g15.5 _tProcess Capability, p.452 -- _g15.6 _tAttribute Control Charts, p.456 -- _g15.6.1 _tP Chart (Control Chart for Proportions), p.456 -- _g15.6.2 _tU Chart (Control Chart for Defects per Unit), p.458 -- _g15.7 _tControl Chart Performance, p.460 -- _g15.8 _tTime-Weighted Charts, p.462 -- _g15.8.1 _tExponentially Weighted Moving-Average Control Chart, p.462 -- _g15.8.2 _tCumulative Sum Control Chart, p.465 -- _g15.9 _tOther SPC Problem-Solving Tools, p.471 -- _g15.10 _tDecision Theory, p.473 -- _g15.10.1 _tDecision Models, p.473 -- _g15.10.2 _tDecision Criteria, p.474 -- _g15.11 _tImplementing SPC, p.476 _g14 _tDesign of Experiments with Several Factors, p.375 -- _g14.1 _tintroduction, p.376 -- _g14.2 _tFactorial Experiments, p.378 -- _g14.3 _tTwo-Factor Factorial Experiments, p.382 -- _g14.3.1 _tStatistical Analysis, p.382 -- _g14.3.2 _tModel Adequacy Checking, p.386 -- _g14.3.3 _tOne Observation per Cell, p.387 -- _g14.4 _tGeneral Factorial Experiments, p.388 -- _g14.52 _tk Factorial Designs, p.390 -- _g14.5.1 _t22 Design, p.390 -- _g14 5.2 _t2k Design for k > 3 Factors, p.396 -- _g14.6 _tSingle Replicate of the 2k Design, p.402 -- _g14.7 _tAddition of Center Points to a 2k Design, p.405 -- _g14.8 _tBlocking and Confounding in the 2k Design, p.408 -- _g14.9 _tOne-Half Fraction of the 2k Design, p.413 -- _g14.10 _tSmaller Fractions: The 2k~p Fractional Factorial, p.418 -- _g14.11 _tResponse Surface Methods and Designs, p.425 -- _g15 _tStatistical Quality Control, p.434 -- _tOuality Improvement and Statistics, p.435 -- _g15.1.1 _tStatistical Quality Control, p.436 -- _g15.1.2 _tStatistical Process Control, p.436 -- _g15.2 _tIntroduction to Control Charts, p.436 -- _g15.2.1 _tBasic Principles, p.436 -- _g15.2.2 _tDesign of a Control Chart, p.440 -- _g15.2.3 _tRational Subgroups, p.441 -- _g15.2.4 _tAnalysis of Patterns on Control Charts, p.442 -- _g15.3 _tX and/? or S Control Charts, p.444 -- _g15.4 _tControl Charts for Individual Measurements, p.450 -- _g15.5 _tProcess Capability, p.452 -- _g15.6 _tAttribute Control Charts, p.456 -- _g15.6.1 _tP Chart (Control Chart for Proportions), p.456 -- _g15.6.2 _tU Chart (Control Chart for Defects per Unit), p.458 -- _g15.7 _tControl Chart Performance, p.460 -- _g15.8 _tTime-Weighted Charts, p.462 -- _g15.8.1 _tExponentially Weighted Moving-Average Control Chart, p.462 -- _g15.8.2 _tCumulative Sum Control Chart, p.465 -- _g15.9 _tOther SPC Problem-Solving Tools, p.471 -- _g15.10 _tDecision Theory, p.473 -- _g15.10.1 _tDecision Models, p.473 -- _g15.10.2 _tDecision Criteria, p.474 -- _g15.11 _tImplementing SPC, p.476 -- _tAPPENDIX A _tStatistical Tables and Charts -- _tTable I _tSummary of Common Probability Distributions A-4 -- _tTable II _tCumulative Binomial Probabilities P(X < x) A-5 -- _tTable II _tCumulative Standard Normal Distribution A-8 -- _tTable IV _tPercentage Points /2 v of the Chi-Square Distribution A-10 -- _tTable V _tPercentage Points ta v of the t Distribution A-ll -- _tTable VI _tPercentage Points fa Vj of the F Distribution A-12 -- _tTable VII _tOperating Characteristic Curves A-17 -- _tTable VIII _tCritical Values for the Sign Test A-26 -- _tTable IX _tCritical Values for the Wilcoxon Signed-Rank Test A-26 -- _tTable X _tCritical Values for the Wilcoxon Rank-Sum Test A-27 -- _tTable XI _tFactors for Constructing Variables Control Charts A-28 -- _tTableXII _tFactors for Tolerance Intervals A-29 -- _tAPPENDIX B _tBibliography A-31 -- _tAPPENDIX C _tSummary of Confidence Intervals and Hypothesis Testing Equations for One- and Two Sample Applications A-33 |
650 | 0 | _aStatistics. | |
650 | 0 | _aProbabilities. | |
700 | 1 |
_aRunger, George C., _eauthor. |
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942 |
_2ddc _cSG_1 |
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948 | _hNO HOLDINGS IN LQI - 1 OTHER HOLDINGS | ||
999 |
_c270115 _d270115 |